2025
Nested Named Entity Recognition as Single-Pass Sequence Labeling
EMNLP 2025
We cast nested named entity recognition (NNER) as a sequence labeling task by leveraging prior work that linearizes constituency structures, effectively reducing the complexity of this structured prediction problem to straightforward token classification. By combining these constituency linearizatio